{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [],
   "source": [
    "import mplfinance as mpl\n",
    "import pandas as pd\n",
    "import tushare as ts\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt\n",
    "pro = ts.pro_api('0ba8feef618e5db7b1ebb65538fe51e4aef69fb3cbf709d44128f313')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['binance', 'blueskies', 'brasil', 'charles', 'checkers', 'classic', 'default', 'ibd', 'kenan', 'mike', 'nightclouds', 'sas', 'starsandstripes', 'yahoo']\n"
     ]
    }
   ],
   "source": [
    "print(mpl.available_styles()) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfday = pro.daily(ts_code='000001.SZ', start_date='20200601', end_date='20210318')\n",
    "\n",
    "'''\n",
    "dfbar = ts.pro_bar(ts_code='600000.SH',\n",
    "                    freq='1min', \n",
    "                    start_date='2020-01-07 09:00:00', \n",
    "                    end_date='202-01-08 17:00:00')\n",
    "                    '''\n",
    "newcolumns =['symbol','Date','Open','High','Low','Close','Pre_Close','Change','Pct_chg', 'Volume','Amount']\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>symbol</th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Pre_Close</th>\n",
       "      <th>Change</th>\n",
       "      <th>Pct_chg</th>\n",
       "      <th>Volume</th>\n",
       "      <th>Amount</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2021-03-18</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>21.30</td>\n",
       "      <td>21.73</td>\n",
       "      <td>21.00</td>\n",
       "      <td>21.73</td>\n",
       "      <td>21.20</td>\n",
       "      <td>0.53</td>\n",
       "      <td>2.5000</td>\n",
       "      <td>691610.19</td>\n",
       "      <td>1483801.548</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-17</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>21.45</td>\n",
       "      <td>21.55</td>\n",
       "      <td>20.90</td>\n",
       "      <td>21.20</td>\n",
       "      <td>21.66</td>\n",
       "      <td>-0.46</td>\n",
       "      <td>-2.1237</td>\n",
       "      <td>821488.65</td>\n",
       "      <td>1738185.857</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-16</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>21.60</td>\n",
       "      <td>22.11</td>\n",
       "      <td>21.27</td>\n",
       "      <td>21.66</td>\n",
       "      <td>21.60</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.2778</td>\n",
       "      <td>939684.32</td>\n",
       "      <td>2038470.660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-15</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>21.40</td>\n",
       "      <td>22.12</td>\n",
       "      <td>21.11</td>\n",
       "      <td>21.60</td>\n",
       "      <td>21.48</td>\n",
       "      <td>0.12</td>\n",
       "      <td>0.5587</td>\n",
       "      <td>958748.70</td>\n",
       "      <td>2077984.893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-03-12</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>21.37</td>\n",
       "      <td>21.70</td>\n",
       "      <td>21.20</td>\n",
       "      <td>21.48</td>\n",
       "      <td>21.27</td>\n",
       "      <td>0.21</td>\n",
       "      <td>0.9873</td>\n",
       "      <td>697200.60</td>\n",
       "      <td>1494219.075</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-05</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>13.60</td>\n",
       "      <td>13.62</td>\n",
       "      <td>13.43</td>\n",
       "      <td>13.59</td>\n",
       "      <td>13.57</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.1474</td>\n",
       "      <td>383026.90</td>\n",
       "      <td>517232.135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-04</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>13.53</td>\n",
       "      <td>13.64</td>\n",
       "      <td>13.41</td>\n",
       "      <td>13.57</td>\n",
       "      <td>13.54</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.2216</td>\n",
       "      <td>583066.33</td>\n",
       "      <td>788707.630</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-03</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>13.64</td>\n",
       "      <td>13.88</td>\n",
       "      <td>13.50</td>\n",
       "      <td>13.54</td>\n",
       "      <td>13.55</td>\n",
       "      <td>-0.01</td>\n",
       "      <td>-0.0738</td>\n",
       "      <td>956803.08</td>\n",
       "      <td>1308782.294</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-02</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>13.29</td>\n",
       "      <td>13.63</td>\n",
       "      <td>13.28</td>\n",
       "      <td>13.55</td>\n",
       "      <td>13.32</td>\n",
       "      <td>0.23</td>\n",
       "      <td>1.7267</td>\n",
       "      <td>883458.88</td>\n",
       "      <td>1194375.822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-06-01</th>\n",
       "      <td>000001.SZ</td>\n",
       "      <td>13.10</td>\n",
       "      <td>13.39</td>\n",
       "      <td>13.08</td>\n",
       "      <td>13.32</td>\n",
       "      <td>13.00</td>\n",
       "      <td>0.32</td>\n",
       "      <td>2.4615</td>\n",
       "      <td>882960.55</td>\n",
       "      <td>1173619.006</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>195 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               symbol   Open   High    Low  Close  Pre_Close  Change  Pct_chg  \\\n",
       "Date                                                                            \n",
       "2021-03-18  000001.SZ  21.30  21.73  21.00  21.73      21.20    0.53   2.5000   \n",
       "2021-03-17  000001.SZ  21.45  21.55  20.90  21.20      21.66   -0.46  -2.1237   \n",
       "2021-03-16  000001.SZ  21.60  22.11  21.27  21.66      21.60    0.06   0.2778   \n",
       "2021-03-15  000001.SZ  21.40  22.12  21.11  21.60      21.48    0.12   0.5587   \n",
       "2021-03-12  000001.SZ  21.37  21.70  21.20  21.48      21.27    0.21   0.9873   \n",
       "...               ...    ...    ...    ...    ...        ...     ...      ...   \n",
       "2020-06-05  000001.SZ  13.60  13.62  13.43  13.59      13.57    0.02   0.1474   \n",
       "2020-06-04  000001.SZ  13.53  13.64  13.41  13.57      13.54    0.03   0.2216   \n",
       "2020-06-03  000001.SZ  13.64  13.88  13.50  13.54      13.55   -0.01  -0.0738   \n",
       "2020-06-02  000001.SZ  13.29  13.63  13.28  13.55      13.32    0.23   1.7267   \n",
       "2020-06-01  000001.SZ  13.10  13.39  13.08  13.32      13.00    0.32   2.4615   \n",
       "\n",
       "               Volume       Amount  \n",
       "Date                                \n",
       "2021-03-18  691610.19  1483801.548  \n",
       "2021-03-17  821488.65  1738185.857  \n",
       "2021-03-16  939684.32  2038470.660  \n",
       "2021-03-15  958748.70  2077984.893  \n",
       "2021-03-12  697200.60  1494219.075  \n",
       "...               ...          ...  \n",
       "2020-06-05  383026.90   517232.135  \n",
       "2020-06-04  583066.33   788707.630  \n",
       "2020-06-03  956803.08  1308782.294  \n",
       "2020-06-02  883458.88  1194375.822  \n",
       "2020-06-01  882960.55  1173619.006  \n",
       "\n",
       "[195 rows x 10 columns]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dfday.columns=newcolumns\n",
    "dfday.index = pd.to_datetime(dfday.Date)\n",
    "dfday.drop(columns=['Date'], inplace=True)\n",
    "dfday.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.plot(dfday,type='candle')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.plot(dfday,type='line', linecolor='g')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpl.plot(dfday.head(50), type='candle', mav=(2, 5, 10),volume=True)"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "import pandas\n",
    "data = dfday\n",
    "def data_analyze(self, data: pandas.DataFrame):\n",
    "    \"\"\"\n",
    "    简单的数据分析，并把返回数据分析结果列表，分析的逻辑不重要，主要看如何绘制到图形中。\n",
    "    :param data:\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    if data.shape[0] == 0:\n",
    "        data = self.data\n",
    "    s_list = []\n",
    "    b_list = []\n",
    "    b=-1\n",
    "    for i, v in data['High'].iteritems():\n",
    "        if v > data['UpperB'][i] and (b == -1 or b == 1):\n",
    "            b_list.append(data['Low'][i])\n",
    "            b = 0\n",
    "        else:\n",
    "            b_list.append(numpy.nan)  # 这里添加nan的目的是，对齐主图的k线数量\n",
    "        if data['Low'][i] < data['LowerB'][i] and (b == -1 or b == 0):\n",
    "            s_list.append(v)\n",
    "            b = 1\n",
    "        else:\n",
    "            s_list.append(numpy.nan)\n",
    "    return b_list, s_list\n",
    "\n",
    "b_list, s_list = data_analyze(data)\n",
    "add_plot = [\n",
    "  mpf.make_addplot(b_list, scatter=True, markersize=200, marker='^', color='y'),\n",
    "  mpf.make_addplot(s_list, scatter=True, markersize=200, marker='v', color='r'),\n",
    "  mpf.make_addplot(data[['UpperB', 'LowerB']])]\n",
    "mpf.plot(data, type='candle', addplot=add_plot, volume=True)\n",
    "plt.show()  # 显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 2 3 4 5]\n",
      "0    NaN\n",
      "1    NaN\n",
      "2    2.0\n",
      "3    3.0\n",
      "4    4.0\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "s = np.arange(1,6,1)\n",
    "print(s)\n",
    "print(pd.Series(s).rolling(3).mean())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dfday=dfday[:50]\n",
    "fig=plt.figure()\n",
    "ax=fig.add_subplot(111)\n",
    "#mpl.plot(dfday.head(50), type='candle')\n",
    "plt.plot(dfday['Close'])\n",
    "dfday['Close'].rolling(window=3).mean().plot(color='red', label='3日均线')\n",
    "dfday['Close'].rolling(window=5).mean().plot(color='blue', label='5日均线')\n",
    "dfday['Close'].rolling(window=10).mean().plot(color='green', label='10日均线')\n",
    "plt.legend(loc='best')\n",
    "plt.xticks(range(len(df.index.values)), df.index.values, rotation=30)\n",
    "ax.grid(True)\n",
    "plt.title('K 线图')\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
